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An integrated state space partition and optimal control method of multi-model for nonlinear systems with state estimation

机译:状态估计的非线性系统集成状态空间划分和多模型最优控制方法

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Linear analysis and control system are more popular and simple, which leads to the popularity of dealing with complex systems by multiple model approaches. To answer the question that how to obtain the optimal boundaries between the ranges where the submodels are active, a systematic method of state space partition based on closed-loop systems by hybrid systems optimal control theory is utilized. Additionally, a MLD-based MPC controller with corresponding optimal control problem is designed. In order to address the puzzle brought by unavailable states, this paper also develops an adaptive EKF estimator for the PWA model with fictitious noises. By applying this whole strategy to a CSTR process, the simulation demonstrates a satisfactory result.
机译:线性分析和控制系统更受欢迎,更简单,这导致通过多种模型方法处理复杂系统的普及。为了回答如何获得子模型有效范围之间的最优边界的问题,采用了基于混合系统最优控制理论的闭环系统状态空间划分的系统方法。此外,设计了一种基于MLD的MPC控制器,该控制器具有相应的最佳控制问题。为了解决不可用状态带来的难题,本文还针对具有虚拟噪声的PWA模型开发了自适应EKF估计器。通过将整个策略应用于CSTR过程,仿真显示了令人满意的结果。

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